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","code_sha256":"81a83b819d1519760376c8998999a17d7a31a976318691a232d709ff05673ed0","params":{"W1":[[0.000934,0.710671,-0.402956,2.953655,-2.302291,0.464122,-1.492503,2.371771,-5.29897,-1.803725,-0.783627,-0.237489,0.425366,-2.083692,-0.418205,-0.251506,-1.278679,0.020579,1.490836],[0.756536,0.8182,2.082523,2.631455,-0.112171,-0.291818,-0.495583,0.266679,-0.325547,0.138406,-0.074677,-1.816174,0.116323,-0.18849,-0.083159,1.072349,0.23676,0.102721,1.101357],[0.970236,3.834159,-1.208992,0.663769,0.994121,2.137262,-1.647143,1.008333,1.204487,-0.521196,0.453173,-0.077678,-0.3196,0.277685,0.193923,1.211035,-2.529087,-0.398647,-2.331709],[0.37089,-1.468719,1.089878,-0.388353,-1.041131,-0.411091,0.059071,-0.002595,0.796691,0.215826,0.233565,-1.834099,-0.289029,0.183367,0.270431,-1.103565,1.008156,-0.476769,-0.893037],[1.330082,0.570868,4.932584,-0.035855,-1.908013,-1.273735,-1.152459,-0.591102,-0.443061,0.581861,-0.061304,-2.255253,0.007194,-1.182495,0.24543,-0.809861,2.201475,0.039789,0.370984],[1.254352,-1.97379,0.403716,-1.353814,3.531517,1.505723,3.745563,0.548212,-0.590517,0.102443,0.026859,3.590146,0.587188,-1.072886,0.149169,0.462475,-1.71626,-0.272446,-1.712612],[-1.077642,1.151902,0.020943,-0.704688,2.482466,0.764293,-1.006276,2.236877,1.23817,-1.441836,1.282971,1.190428,1.194218,-1.052484,-1.042935,-1.427886,0.975108,-0.949087,2.572088],[-2.469477,-2.72715,3.301584,3.60002,-0.173985,-0.812906,-1.782972,2.600295,0.403691,-0.88206,2.38693,-2.168202,1.226838,0.159408,0.69282,0.987764,-0.420037,-1.785346,1.225334]],"b1":[1.943888,-1.658129,-4.309188,-0.961004,-1.542001,-2.066833,-0.473442,0.275998],"W2":[[0.087849,-2.010594,1.00914,-0.595158,-3.106754,-0.77069,-0.90556,0.943336],[0.451192,-1.888861,-1.767477,3.475313,0.293188,-2.175329,0.833448,-0.141467]],"b2":[1.555168,3.20464],"constants":{"ELAPSED_CAP":7,"SIGNAL_THRESHOLD":0.001190817531895967,"DIR_DECAY":0.7350419848662307,"ACT_DECAY":0.38230526604779014,"SIZE_DECAY":0.4917334175085858,"TOX_DECAY":0.929286298129744,"SIGMA_DECAY":0.723549627686721,"LAMBDA_DECAY":0.9920417704411398,"SIZE_BLEND_DECAY":0.8367991538092507,"TOX_BLEND_DECAY":0.24586785736295413,"ACT_BLEND_DECAY":0.9874531511408194,"PHAT_ALPHA":0.24984241879860125,"PHAT_ALPHA_RETAIL":0.05321107705743803,"PHAT_ALPHA_SAME":0.14799625084582008,"DIR_IMPACT_MULT":4,"GATE_SIGMA_MULT":6.69419911691875,"MIN_GATE":0.030777673350744123,"TRADE_TOX_BOOST":0.29703142948941424,"STALE_ATTRACT_FRAC":0.6895306565192244,"RET_CAP":0.02251544880293618,"TOX_CAP":0.21019469872814614,"TRADE_RATIO_CAP":0.18435983233634934,"LAMBDA_CAP":1.2259555948843346,"STEP_COUNT_CAP":63,"BASE_FEE":0.0003887156631462,"SIGMA_COEF":0.2074942064164314,"LAMBDA_COEF":0.001266419055229254,"FLOW_SIZE_COEF":0.4881311382922401,"TOX_COEF":0.030648001415946535,"TOX_QUAD_COEF":1.5925154526635665,"ACT_COEF":8.555761402692402,"DIR_COEF":0.001749462140235116,"DIR_TOX_COEF":0.007886402425161396,"STALE_DIR_COEF":0.7484642722540377,"SIGMA_TOX_COEF":0.059074611838456706,"TAIL_KNEE":0.05255072742760926,"TAIL_SLOPE_PROTECT":0.8700497112893673,"TAIL_SLOPE_ATTRACT":0.8548891725293135,"ANCHOR_COUNT_CAP":720,"ANCHOR_LINEAR_K":0.7020249887205351,"ANCHOR_QUADRATIC_K":1.1137661175387472},"scaling":{"feature_order":["sigmaHat","lambdaHat","sizeHat","toxEma","actEma","direction","(spot-staleHat)/staleHat","signed_trade_ratio","arb_probability","first_in_step","uncertainty","min(silent,8)/8","anchor_mean","raw_size","step_trade_count","prev_bid_fee","prev_ask_fee","steps_since_arb_like_print","router_implied_vanilla_spot_dev"],"feature_multipliers":[1000.0,2.0,500.0,500.0,500.0,1.0,500.0,500.0,2.0,2.0,1000000.0,1.0,500.0,647.054817,1.395287,220.617911,228.148131,0.412565,274.335453],"feature_offsets":[-1.0,-1.0,-1.0,-1.0,-1.0,-1.0,0.0,0.0,-1.0,-1.0,-1.0,0.0,-1.0,-0.618293,-2.037262,-0.803057,-0.808615,-0.823811,0.001772],"weight_fixed_point_scale":1000000,"input_clip":[-4,4],"hidden_relu_clip":[0,4],"output_unit_fee":0.0001,"note":"unchanged from CG"}},"notes":["Setup succeeded at pinned checkout 6b6921f8d463314aa7c96234e1be25a25245f704; setup wheel SHA256 aedb68280aca34c110968f00148387c95885207913fb2cf19a1ab4c5cfd6887a matched.","All three artifact JSON hashes and decoded T3 Solidity, CG port, and replica source hashes matched the supplied pins. Sources identify these exact artifacts; evaluation figures were computed locally.","Used the supplied CG port without rebuilding its logic. Only the three anchor literals became W entries and TH/W read from a single vector; T3 weights/constants loaded from params. Recorder writes callback data without changing market logic.","T is the supplied port with original TH_VALUES, original anchor and head disabled (W[0]=0); CG uses its original head/scaling/constants.","Speed measured with T3 on 512 markets, all cores, after JIT warmup. Search uses a persistent fork pool; every search segment and evaluation command is limited below eight minutes; checkpoints saved under scratch.","Monitor selects the frozen candidate; the 8192-market holdout is evaluated once after freezing. Real arms each run alone against 30 bps VanillaStrategy with amm_sim_rs.run_batch(...,8), canonical per-seed config draws, on the specified fresh blocks.","Retail/arb edge deltas in real results are null because this wheel exposes total edges and retail_volume_y/arb_volume_y, not separate edge contributions. Available retail/arb volume deltas and PnL deltas are reported. Replica holdout includes separate retail/arb edge deltas. Nothing was fabricated.","The initial recorder compilation failed because Numba does not support float(bool); it was repaired with a numeric conditional before any gate was evaluated.","A 256-seed T3 command saved all rows and gas counters before its 470-second timeout during shutdown. The persisted JSON was verified complete, the completed seeds were not rerun, and subsequent chunks were smaller. Checkpoint replacement was made atomic after a transient status-read error.","T3 real-engine baselines overlapped the replica search (CPU sharing only). Standalone speed was not sustained during that overlap; the completed search contains 158 generations over 54.16 minutes.","No leaderboard placement or external submission is claimed."]}